Developer Productivity
Tools, IDEs, agents, and habits that compound. What works in 2026 for shipping faster without losing the plot.
This pillar is for engineers tuning their setup. The summaries cover IDEs and agentic editors, terminal workflows, language servers, formatting and lint pipelines, dotfile patterns, and the small frictions that turn into hours over a year. AI-assisted coding sits at the center of the channel right now: Claude Code, Cursor, Codeium, and the agent harnesses on top, plus the prompts and workflows that practitioners actually keep.
Recurring threads: when to reach for an agent and when an autocomplete is the right level of help; how to structure a project so an AI assistant does not get lost in it; review patterns that catch hallucinated tests and silent regressions; the gap between a tool's marketing and its three-month retention curve. The tone is opinionated and based on operator experience rather than launch-day takes.
If you are choosing between AI coding tools, refining an editor setup, or trying to make your team's agent usage less ad-hoc, this is the channel that compounds. Pair with AI Automation for the production-side discipline that keeps agentic workflows reliable past the demo.
Filed under Developer Productivity
5 Claude Skills to Ship Fast Code Solo or with Teams
Grill Me + Phased Plan breaks features into reviewable chunks; Babysit PR auto-fixes CI errors; VibeCode lets non-tech teammates build safely without blocking you.
Claude Code + Better Stack MCP: Terminal-Only Error Fixing
Integrate Better Stack MCP server with Claude Code to fetch error details, diagnose root causes, auto-fix bugs via PRs, and resolve issues directly in your terminal—skipping browser workflows entirely.
GoodBarber: Native iOS/Android/PWA from One Back Office
Build native Swift iOS, Kotlin Android, and PWA apps from a single dashboard using visual sections, 190+ extensions, AI CMS tools, and eCommerce—no mobile team needed, free 30-day trial without credit card.
Slash Claude Tokens with Graphify Graphs + Caveman
Graphify creates persistent codebase graphs to eliminate repeated repo scans by AI agents, while Caveman skill cuts response tokens up to 75% via caveman-style minimalism.
AI Workflow: Context, Config, Verify, Delegate, Loop
Treat AI as a collaborator: Organize context in ~/src and ~/vault with INDEX.md and CLAUDE.md for onboarding; encode preferences hierarchically in CLAUDE.md files and on-demand skills; verify via hooks like ruff and self…
8 Habits to Unlock Claude Code's Full Potential
Transform Claude Code from smart autocomplete to shipping accelerator by treating CLAUDE.md as living memory, using /btw for side queries, Chrome extension for visual verification, /sandbox to cut 84% of prompts, critiqu…
Copilot Pro Plus: $40 for Massive Agentic Compute (Until 2026)
GitHub Copilot Pro Plus ($40/mo) delivers 1,500 premium requests where one can handle agentic tasks worth $115+ (e.g., 60M+ tokens), unlimited completions, and VS Code integration—insane value now, solid post-June 2026 c…
Standardize AI Android Coding on Ubuntu with Agent Kit
Install android-agent-project-kit once per repo to enforce shared Android standards across Claude, Codex, and Cursor agents, fixing inconsistencies in architecture, Compose patterns, tests, and PRs for predictable output…
Codex /goal Autonomously Shipped 14/18 Features Overnight
OpenAI's Codex /goal CLI implemented 14 of 18 backlog features solo in 18 hours for $4.20 ($0.30/feature), running without human approvals by using soft stops and self-summarization.
GStack: Claude Skills Pack Scales Solo Dev to Full Team
Garry Tan's open-source GStack equips one developer with 23+ Claude AI skills for code reviews, security audits, browser QA, and one-command deploys directly from terminal, exploding to 85k GitHub stars in weeks.
Earn with Python: Automate Real Problems First
Skip syntax tutorials and for-loop projects. Beginners earn by automating repetitive tasks that save time or reduce errors, using Python libraries for quick value.
Python Patterns to Cut Daily Coding Friction
Automate repetitive tasks by removing keystrokes and decisions, like using defaultdict(list) instead of manual dict checks for cleaner data setup.
Codex In-App Browser: Ditch Playwright for Prompt Verifications
Codex App's browser plugin lets agents edit code, launch local servers, and visually verify changes via screenshots without external tools like Playwright—perfect for simple tests but skips auth and burns 3% of 5-hour to…
AI Code Speed Trap: Become a Better Vibe Coder
AI tools generate code 10000x faster, but speed alone creates technical debt—your 'vibe coder' type, like the Demanding Child who demands magic without understanding, determines if you ship reliably.
AI Turns Engineers into Planners and Reviewers
AI coding tools shrink writing time from ~4 hours/day to near zero, shifting effort to planning (saves 30min review per 5min upfront) and reviewing; parallelize agents past 5min executions to maximize throughput.
Codex Upgrades Build Reliable AI Coding Workbench
OpenAI's Codex evolves from CLI tool to full workbench via desktop browser/computer use, CLI v0.122-0.125 reliability fixes, plugin ecosystems, enterprise permissions, Bedrock support, and GPT-5.5 as default model.
Codex CLI /goal Auto-Compacts Context, Continues Past Usage Limits
/goal runs autonomous coding agents like Ralph loops; auto-compacts at 100% context (default 258k tokens), blocks auto-approvals at 0% 5-hour usage ($20/mo plan) but finishes prompts.
AI Coding Saves 30-35% on Boilerplate, Needs Human Guardrails
In production, AI tools like Cursor and Claude cut coding time 30-35% by generating boilerplate schemas, tests, and refactoring explanations—but fail on domain logic, deprecated APIs, and context, requiring explicit prom…
Fallow Cleans AI-Shipped JS/TS Slop in Seconds
Fallow detects dead code, duplicates, and complexity in JS/TS projects with zero config, auto-detects 90+ frameworks, and outputs line-level JSON for AI agents like Claude to fix issues without breaking functionality.
GLM 5.1 and Codex Top AI Coding Subs for Daily Use
For coders building daily, GLM 5.1 wins for cross-tool flexibility ($18-$160/mo tiers) while Codex excels as complete platform with ChatGPT integration ($20+ plans); Claude's limits and Kimi's inconsistency make them sec…
AI Coding: From Flow State to Review Mode
AI now generates 90% of code, killing hand-coding joy but demanding deeper code review skills as costs rise—stick to TypeScript/Python, embrace local models, build/review hybrids.
Nimbalyst: Kanban-Powered AI Coding Workspace
Nimbalyst combines Codex and Claude Code subscriptions into a visual IDE with Kanban boards, AI planning, parallel sessions, and auto-commits to orchestrate AI agents without tool-switching.
SiYuan: Refactor Notes Like Code Without Broken Links
SiYuan uses permanent block IDs for unbreakable references and built-in SQL databases, letting developers organize technical notes like structured codebases locally, outperforming Obsidian's file links and Notion's cloud…
Everyday Python Scripts for Real File Chaos
Python clicks when automating small pains like sorting messy Downloads folders by file type and batch-renaming files like IMG_3829 or document_final_final_v2—instead of big projects.
Proxy Claude Code to Free/Local LLMs via Free Claude Code
Free Claude Code proxy routes Claude Code requests to backends like NVIDIA NIM (40 req/min free), OpenRouter, DeepSeek, Ollama, or LM Studio, preserving the full workflow in CLI, VS Code, IntelliJ, Discord/Telegram bots …
Free Claude Code Proxy: Claude Workflow on Free/Local Models
Route Claude Code requests through a local proxy to free backends like NVIDIA NIM (40 req/min) or local Ollama, preserving the CLI/VS Code workflow without Anthropic API costs—setup via env vars and config file.
IBM Bob's Review Mode Auto-Fixes Legacy Code Vulnerabilities
IBM Bob's agentic IDE uses Review Mode to detect 8 security flaws in COBOL banking code, applies one-liner fixes like SQLite locking for race conditions, and adds tests—modernizing to Python took 3 minutes for 4 Bob coin…
Cursor's Agent-First Glass Redefines Enterprise Coding
Cursor (Anysphere) pivots to agent-first 'Glass' interface with parallel agents, cloud handoff, and SpaceX's 1M H100 compute, enabling one engineer to replace teams via vibe-working at $50B+ valuation.
Build Custom GitHub Copilot Agent Skills for Task Automation
Agent skills are folders of instructions/scripts that Copilot loads for specialized tasks across VS Code, CLI, and Cloud Agent. Use /create in chat to build ones like auto-updating READMEs on feature adds, chaining relat…
Master VS Code Copilot Customizations Using Copilot Itself
Use Copilot to demystify VS Code's custom instructions, prompt files, agents, skills, and hooks via summaries, comparison charts, quizzes, and HTML references for quick mastery.
Copilot Custom Instructions Enforce Code Standards Automatically
Custom instructions in VS Code Copilot are markdown rulebooks that make AI consistently apply coding styles, SOLID principles, or WCAG accessibility in every chat, saving review time for individuals and teams.
Automate Formatting with VS Code Copilot Hooks
VS Code Copilot hooks run shell commands like Prettier at agent lifecycle events, such as post-tool use, to auto-format code after AI edits without manual work.
Cursor Customizations Speed Up App Building Workflow
Use Cursor's agents, skills, custom instructions, prompt files, and hooks together to build a GitHub repo analyzer app that auto-applies themes, SOLID principles, README updates, code formatting, and simplification—cutti…
Customize VS Code Copilot Once for Consistent AI Outputs
VS Code's new Chat Customizations UI lets you define agents, skills, instructions, prompts, and hooks once to eliminate repetitive prompting and enforce project-specific AI behavior across your workflow.
Logan Kilpatrick: Vibe Coding Powers Next-Gen Builders
AI Studio's Build tab turns prompts into full apps with databases and deployments, enabling non-coders to ship ambitious software via vibe coding and agentic workflows.
Replit Agents: Vibe Code to Scalable Apps
Developers evolve into AI agent managers; Replit enables non-engineers to build production apps via natural language, scaling instantly on Google Cloud with built-in reliability.
Tokenmaxxing Leaderboards Drive AI Waste
Big Tech leaderboards gamify excessive AI token use at Meta, Microsoft, Salesforce, causing $100M+ waste and poor code quality—Shopify avoids this with circuit breakers and oversight.
Claude Code: AI Terminal Assistant for Faster Coding
Install Claude Code via npm to scaffold Python projects, generate tests/Readmes, review architecture, audit security, and analyze codebases—cutting bugs and onboarding time with hands-on AI delegation.
Claude Context: RAG for AI Agents in Large Repos
Index repos into a vector DB for semantic code search, retrieving only relevant chunks to AI coding agents—cuts discovery time, saves ~40% tokens on large codebases.
Token Maxing: Big Tech's AI Metric Madness
Engineers at Meta, Microsoft, and Salesforce are 'token maxing'—running wasteful AI queries to hit leaderboards and avoid perf review scrutiny—echoing past lines-of-code pitfalls, yet AI drives individual productivity an…
Linear's Quality Defenses Against AI Shipping Frenzy
Amid AI agents enabling instant shipping, Linear resists feature bloat via zero-bug policy, Quality Wednesdays, and ruthless prioritization—fixing 10% of bugs automatically while saying no to most requests.
Local SERP Index with Typesense: $0 Faceted Search
Fetch Google SERPs via Bright Data, index organics into local Typesense for fast faceted search across queries/domains. Beats grepping JSON; open-source Python/Docker setup accumulates runs with --append.
Juniors Ship Faster But Lack System Shape
Juniors outperform seniors on tickets shipped (14 vs 4) with clean PRs, but falter in incidents because they don't grasp the system's architecture—seniority means holding that mental model, not raw speed.
Claude-Built YAML Preview Cuts Datasette News Edits
Prompt Claude to clone a GitHub repo and build a real-time YAML editor with markdown linting, link checks, and styled preview—loading news.yaml directly for instant validation.
Neovim + AI CLI Tools Beats Cursor for Complex Code Reviews
Switched from Cursor/Conductor to Neovim with Claude Code CLI, git worktrees, and Warp terminal: handles 7-8/10 complexity reviews natively via LSP/diffs, only needs IDE for 10/10 cases, replicates agent workflows withou…
Neovim + Claude Code Outshines Agentic AI Coders
Ditched Conductor and Cursor for Neovim-based workflow with Claude Code: replicates parallel agents, handles 7-8/10 code review complexity natively via LSP, no app-switching needed.
Ghosted After Take-Home? Turn It Into a GitHub Playground
Don't delete unused take-home code—publish it publicly on GitHub, iterate with new patterns, and transform it into a showcase that attracts contracts elsewhere.
Turn Ghosted Take-Homes into Public Playgrounds
When companies ghost you after a take-home assignment, publish the code publicly on GitHub, iterate with new patterns, and use it as a portfolio that attracts other opportunities—like the author's contract at a different…
AI Agents Ship Dead Code, Bloat, and Unneeded Permissions
Reviewing an AI-built Chrome extension revealed dead code paths, unnecessary host_permissions, and 15KB bloat—fixing them altered install prompts and halved package size from 31.83KB.
Build Autonomous Python Systems to Eliminate Tasks
Stop writing one-off scripts—design self-running systems with triggers, modularity, logging, configs, and cloud deployment to remove manual work entirely.
5 Principles to Prove Value Beyond AI Generation
AI makes code generation free, breaking traditional proof of expertise. Prioritize deep comprehension, ship structured explanations, showcase microtransactions, work openly, and centralize proof on public profiles like T…
5 Principles to Prove Value in AI Generation Era
AI cheapens output, breaking traditional proof of expertise—prioritize deep comprehension, structured explanations, micro-transactions, open work, and inseparable proof artifacts to visibly demonstrate worth amid 60k+ Q1…
Buy Back Time: Integrate Life, Delegate, Design Calendar
Ditch work-life balance for integration; calculate buyback rate (annual pay / 2000 / 4), audit calendar, delegate low-value tasks to reclaim 20+ hours/week for high-impact work, family, health—preload year with big rocks…
Rodney: CLI for Persistent Headless Chrome Automation
Launch a single persistent headless Chrome instance and control it via CLI commands for scripting web navigation, interactions, data extraction, accessibility checks, and CI assertions—exit code 1 for failed checks vs 2 …
Claude Code Web: Cloud Sandboxes with Dev Tools & Teleport
Run Claude Code in browser cloud sessions with preloaded Python/Node/Ruby/Java/Go/Rust/Docker/DBs; configure networks/setup scripts; teleport tasks between web/terminal via --remote/--teleport for seamless local-cloud wo…
Google Antigravity: Agentic IDE for Multi-Surface Dev
Google Antigravity evolves IDEs into agent-first platforms with synchronized AI agents across editor, terminal, and browser, offering tab autocomplete, natural language commands, and central agent management—free for Mac…
Resend: Email SDKs and Deliverability for Devs
Send transactional/marketing emails via simple SDKs (Node.js/Python/etc.), React Email templates, test mode, webhooks, and inbox tools like dedicated IPs/BIMI to hit inboxes reliably.
BloggFast: Instant AI Blog with Next.js Boilerplate
Deploy production-ready AI-powered blogs in minutes using BloggFast's Next.js 16 boilerplate—pre-wired auth, CMS, DB, email, and multi-LLM content generation skips weeks of setup.
Wispr Flow: Dictate Polished Text 4x Faster Anywhere
Wispr Flow transcribes speech at 220 wpm into clear, formatted text in any app on Mac, Windows, iOS, or Android, auto-editing filler words and adapting tone per app.
700+ Curated AI Tools Directory Updated Daily
Forward Future lists 767 AI tools across coding, agents, search, video, image gen, and more; featured picks include Cursor for code editing, CrewAI for multi-agent workflows, Perplexity for AI search (free trials availab…
Run Claude Code Free Locally via Ollama & Gemma 4
Use Ollama to serve Google's open-source Gemma 4 E2B model locally as a free, private engine for Anthropic's Claude Code CLI—no API keys, subscriptions, or data leaving your machine.
Python List Comprehensions Cut Coding Time from 40 to 12 Minutes
Replace for loops with append() using list comprehensions to write transformations concisely—turning 15-line problems into 3 lines without extra practice.
AI Coding's $800 Vercel Bill: Review Fundamentals
Blind AI-assisted coding racks up surprise $800 Vercel bills from default high-cost configs; switch to elastic builds (0.3¢/min vs 12¢), disable concurrent deploys, and optimize times from 4min to seconds for sustainable…
AI Vibe Coding's $800 Vercel Bill Trap
Rapid AI coding skips reviews, leading to surprise $800 Vercel bills from default high-cost settings; optimize builds (turbo to elastic saves 40x, sequential deploys) and learn fundamentals to avoid dependency risks.
AI Vibe Coding: Speed Kills Costs & Comprehension
AI coding accelerates shipping (e.g., Anthropic's 13 features in 2 weeks) but skips reviews, racks up $800 Vercel bills via default turbo builds at 12¢/min, and ignores service risks—learn fundamentals to sustain it.
AI Coding Spikes Volume but 9x Code Churn Cancels Gains
Developers chasing high token budgets produce 2x more pull requests at 10x cost, but face 9.4x higher churn rates, netting minimal productivity boosts per analytics from GitClear, Faros, and Jellyfish.
Escape Python's Tutorial Trap: Build Real Projects
Watching Python tutorials traps you into copying code without independent creation—after 14 tutorials and hours of notes, open a blank file and build your own projects to break free.
VS Code Agent Debug Persists Sessions + New Editing UI
VS Code now persists agent debug sessions on disk for historical review and troubleshooting; new Agent app UI enables easy project edits with auto-approvals, custom hooks, and context management.
Build Minimal Coding Agents Like Pi to Retake Control
Existing coding agent harnesses like Cloud Code bloat context and break workflows; build extensible minimal cores like Pi for adaptability. Protect OSS from AI-generated slop with filters. Use agents only for scoped, non…
Cursor's Super App Push: Computer Use, Browser, Plugins
Cursor adds background computer control, in-app browser for web iteration, image gen, and 90+ plugins like Jira/CircleCI, turning it into an everything app for coding and knowledge work amid AI tool convergence.
VS Code Terminal Upgrades Enable Seamless Agent-Terminal Interaction
New VS Code terminal tools let agents detect prompts in hidden/foreground terminals, auto-fill inputs or pause for user takeover, handling REPLs, installers, and multi-step commands like npm init without workflow breaks.
VS Code Terminal Upgrades Enable Seamless AI Agent Workflows
New VS Code features give agents full awareness of hidden/foreground terminals, instant input detection, and easy user takeover, handling complex prompts like npm init's 9 questions automatically.
AI Drafts Code Fast But Misses Context and Silent Bugs
Fully delegating dev workflow to AI sped up drafting but caused production issues like hollow tests, context-blind pipelines, AI self-reviews, and 34% webhook drop from unmodeled behavioral changes. Humans must supply co…
Superpowers Beats Ultraplan for Thorough Local Planning
Superpowers plugin creates more detailed plans (833 lines vs. Ultraplan's 195) with double the clarifying questions, tests-first tasks, and lower effective token use locally, outperforming Claude's cloud-based Ultraplan …
Master Cursor Agents: Plan, Build, Debug, Ship Code
Use detailed prompts, plan mode, sub-agents, iterative feedback loops, and systematic debugging to build production-ready features with Cursor's coding agents—turning ideas into PRs without hand-coding every line.
Master Cursor Agents: Build, Debug, Ship Code Effectively
Use precise prompts, plan mode for features, systematic debugging, and AI reviews in Cursor to turn coding agents into reliable software builders—start fresh convos, verify plans, reproduce bugs, self-review diffs.
AI Agent Apps Converge on IDE-Killing UI
Claude desktop, Codex, Cursor, and upcoming VS Code agents mode share a unified interface for managing multiple agents across projects, de-emphasizing traditional IDE features like full file trees and debuggers as develo…
AI IDEs Converge on Multi-Agent Project Dashboards
Cursor, CodeX, Cloud Code, and upcoming VS Code agents mode share near-identical UIs for orchestrating agents across multiple projects, with integrated previews and feedback tools replacing traditional file trees and deb…
Code Burn Tracks Tokens But Lacks Actionable Insights
Code Burn visualizes Cloud Code and Codex usage (e.g., $166 hypothetical cost for Claude), breaking down by project, activity, and tools like bash/PHP—but subscription limits matter more, and Cloud Code's /insights gives…
Kane AI: No-Code E2E Tests for AI-Speed QA
Stack Kane AI's click-to-test browser automation on unit tests to verify real user flows without code, catching production bugs before they hit support inboxes—learning curve under 5 minutes.
10x Coding Productivity with Claude in Warp
Run Claude Code inside Warp terminal to enable agents that reason, scaffold features, refactor codebases, debug issues, and ship full-stack apps 10x faster than traditional tools.
8 Python Scripts Cut Power BI Tasks from 15h to 3h Weekly
Replace manual Power BI checklist (15+ hours/week) with 8 copy-paste Python scripts that automate refreshes, data quality checks, exports, and stakeholder updates—saving a 4-person team a full workday.
VS Code's New Autopilot and AI Dev Tools
VS Code's weekly releases add Autopilot for fully autonomous agents, browser debugging with zoom control, chat customizations UI, per-model reasoning sliders, video carousels, and refreshed themes.
Duolingo CEO: 2 Non-Coders Built Chess Hit with AI
Luis von Ahn shares how two non-technical Duolingo employees vibe-coded a chess course prototype in 6 months, making it the company's fastest-growing with 7M daily users—proving AI lets small teams ship big.
Upgrade Legacy .NET to .NET 10 with Copilot Agents in VS Code
GitHub Copilot Modernization extension and CLI use AI agents to assess, plan, and upgrade .NET Framework apps to .NET 10 in minutes, handling deps like MSMQ and Entity Framework—replacing weeks of manual work.
AI Git Commit Messages with gcm Shell Function
Add this zshrc/bash script for `gcm`: it pipes staged diffs to LLM for concise commit messages, then lets you accept, edit, regenerate, or cancel—saving time on boilerplate commits.
watchdog: React to Files Without Polling
Replace inefficient polling with watchdog to listen for file system events, enabling reactive automation that acts on changes instantly.
AI ROI: Iteration Speed Beats Output Volume
AI cuts time-to-first-draft from 60-90 min to 20-30 min and research from 3-4 hours to 1-1.5 hours, but real gains require measuring total time including validation—use it for speed tasks, verify for accuracy.
AI Debugging Beats Stack Overflow's 20-30 Min Tax
Paste code/errors into Claude for context-aware fixes in seconds, skipping Stack Overflow's mechanical 20-30 min searches that often yield outdated answers.
Automate Data-Heavy PPTs with python-pptx When Pandoc Fails
For repetitive PowerPoint reports with data pictures, captions, and comments, generate from Org via pandoc for simple cases; switch to python-pptx library for professional needs.
Prompt AI to End Boilerplate drudgery
Manual boilerplate is bug-prone transcription that wastes focus—prompt AI like 'Create a FastAPI endpoint with validation, error handling, and service layer' for complete drafts in seconds.
Python's Ease Creates Shallow Developers
Python's clean syntax delivers quick wins but fosters shallow skills: code runs without scaling, patterns copied blindly, bugs fixed superficially.
Claude Code Skills Auto-Customize to Your Workflow
Install three self-adapting Claude Code skills—Draft Reviewer, Session Saver, Workspace Auditor—that scan your project, interview you briefly, then build tailored versions for writing feedback, knowledge capture, and set…
Escape AI Tool Anxiety with Eudaimonia Stack
Chasing AI tools creates noise, not speed—anchor on North Star outcomes, toolchains, XKCD budgets, and weekly ships for calm, compounding throughput.
IDEs De-Centered by Agent Orchestrators
Developer work shifts from line-by-line IDE editing to supervising autonomous agents via control planes like Cursor Glass, Conductor, and Copilot Agents, where the editor becomes a subordinate tool.
Claude Code v2.1.94: 60% Faster Writes + 500K MCP
Update Claude Code to v2.1.94 for plugin executables, 500K MCP result overrides, Bedrock via Mantle, cross-worktree --resume, per-model /cost breakdowns, and 60% faster Write tool diffs.
Build Gov Contract Finder in 4 Mins with Replit Agent 4
Replit Agent 4 lets non-coders build a searchable US gov contracts app in 4 minutes using parallel AI agents, targeting $834B market with $200B reserved for small businesses under 10 employees.
Build URL Shortener via VS Code Copilot Plan Mode
Use GitHub Copilot's Plan Mode to interactively spec a Python FastAPI URL shortener with SQLite, base62 encoding, and minimal HTML UI, then build it hands-off with autopilot agent while steering for changes like dark the…
Debug VS Code Agents with Logs and Chat Views
Access per-session Agent Debug Logs to inspect tool calls, token usage, and skill loading; use Chat Debug View for raw LLM requests/responses to troubleshoot unexpected behavior.
Replit Agent 4 Rebuilds GTM Apps with Parallel Agents
Replit Agent 4 rebuilds complex apps like a Google hackathon-winning GTM tool by handling ideation, parallel design variations, API integrations (OpenAI, Replicate), bug fixes, and live deployment in one interface.
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